Alex Thola

Manages context overflow by handing off to a fresh subagent at 80% usage. Use when context pressure is critical and work must continue uninterrupted.

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Applies KISS, YAGNI, and SOLID principles for clean code with reduced complexity. Use when refactoring or reviewing code for over-engineering.

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Guides when to ask clarifying questions versus proceed autonomously. Use to reduce unnecessary clarifying questions when intent is clear.

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Audits the DSA problem bank for coverage gaps and proposes new YAML entries. Use when refreshing the problem bank during update-plugins runs.

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Applies data-grid architecture for high-traffic stateful workloads. Use when a single database cannot scale and in-memory partitioning is needed.

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Applies serverless FaaS patterns for event-driven workloads. Use when designing bursty workloads with minimal infrastructure and pay-per-execution cost model.

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Applies pipes-and-filters for sequential data transformations. Use when data flows through discrete stages like ETL, streaming analytics, or CI/CD pipelines.

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Applies modular monolith with enforced internal boundaries. Use when teams want service-level autonomy without distributed system overhead.

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Applies microservices for independent deployment and per-service scaling. Use when teams need autonomous release cycles with distinct capability scaling needs.

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Applies microkernel architecture with minimal core and plugin extensibility. Use when building platforms where third parties extend core functionality.

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Applies layered n-tier architecture with enforced boundaries. Use when designing moderate systems needing clear presentation, domain, and persistence layers.

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Applies Functional Core, Imperative Shell to isolate logic from side effects. Use when business logic is entangled with I/O or unit tests are slow and brittle.

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Models a business in its own language. Use when the domain has real business rules to capture.

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Applies CQRS and Event Sourcing for read/write separation and audit trails. Use when designing systems with complex domain logic or full state-change history.

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Evaluate Claude skill quality through auditing. Use when reviewing or auditing skills.

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Audit Skill() refs; detect hubs, isolates, and dangling targets. Use when auditing skills.

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Guide creating Claude Code skills with TDD and persuasion principles. Use for new skill development.

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Evaluate Claude Code rules in .claude/rules/. Use for frontmatter, globs, and quality audits.

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Build composable skill modules with hub-and-spoke loading. Use when token budget is tight.

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Surface expert frameworks. Use when creating or evaluating skills, hooks, or agents.

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Applies event-driven async messaging to decouple producers and consumers. Use when designing real-time or multi-subscriber systems needing loose coupling.

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Evaluate hook security, performance, and SDK compliance. Use for audits.

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Select hook scope (plugin, project, global) by audience. Use when authoring a hook.

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Map open problems where this repo can advance SOTA. Use when scoping research. Do not use to run the campaign; use night-market-completion-integrity-campaign.

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